DocumentCode :
527745
Title :
Small and medium-scale WSN information transmission link quality performance evaluation and experimental research
Author :
Zhang, Feng ; Yuan, Jin ; Feng Zhang ; Song, Pei-Yong
Author_Institution :
Key Lab. of Modern Agric. Equip. & Technol., Jiangsu Univ., Zhenjiang, China
Volume :
7
fYear :
2010
fDate :
10-12 Aug. 2010
Firstpage :
3643
Lastpage :
3647
Abstract :
Considering the characteristics of the small scale, low-density node distribution, stable network topology of small and medium-scale wireless sensor networks and the factors of network operations performance be vulnerable to the effects of energy depletion and node failures, a small and medium-scale wireless sensor network performance evaluation method based on least squares support vector regression is proposed in this paper. Performance evaluation model is established using the n independent indicators transformed from n related data as the input of the support vector machines. Theoretical analysis shows that this approach can overcome the problem of neural network converges to local minimum value and has better recognition rate and generalization ability. Experimental results show that, compared with radial basis function (RBF) neural network, the relative error of the network performance evaluation cut back 86.7%.
Keywords :
regression analysis; support vector machines; telecommunication network topology; wireless sensor networks; RBF neural network; WSN performance evaluation; energy depletion; least squares support vector regression; low-density node distribution; network topology; node failures; radial basis function; small and medium-scale WSN information transmission link; support vector machines; wireless sensor networks; Artificial neural networks; Data models; Kernel; Performance evaluation; Support vector machines; Training; Wireless sensor networks; Evaluation; Network performance; Support vector machines; Wireless sensor network;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Computation (ICNC), 2010 Sixth International Conference on
Conference_Location :
Yantai, Shandong
Print_ISBN :
978-1-4244-5958-2
Type :
conf
DOI :
10.1109/ICNC.2010.5584029
Filename :
5584029
Link To Document :
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